Every category where a model named Zoho Analytics for a mid-market B2B company. Share is first choices across the direct, paraphrase, budget and scale prompts; rank is within every product named in that category.

Category	Function	Share	Rank	Negative rate	Labels	Quadrant	Since September 2026
Embedded analytics	Data platform	0%	23 of 72	0%	11	accepted challenger

Movement

This is the first edition on this tier, so no move can be computed for Zoho Analytics yet. From the next edition this section shows, per buyer segment and per category, whether its share moved by more than the measured noise floor.

By model

How each model treated Zoho Analytics across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.

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Model	Alternative	Mention	Labels
Claude Haiku 4.5	0	1	1
GPT-5.4 mini	0	0	0
Gemini 3.5 Flash	0	0	0
Perplexity Sonar	1	1	2
Grok 4.20	4	0	4
Mistral Small	0	0	0
DeepSeek V4 Flash	1	0	1
Llama 4 Maverick	0	0	0
Qwen 3.7 Flash	0	0	0
Kimi K2	1	0	1
GLM 4.7 FlashX	0	0	0
MiniMax M2.5	0	1	1
GPT-6 Luna	0	0	0
Muse Glimmer 30B	0	1	1

By framing

Which of the six questions produced the naming. By model says how often; this says asked what. The first-choice count on the right carries the marks of the models that produced it.

FramingLabels by classFirst choices

Direct9 labels2

Paraphrase5 labelsNone

Comparative6 labels1not counted in share

Budget-constrained15 labelsNone

Scale-constrained2 labelsNone

Negative3 labels1not counted in share

First choiceAlternativeMentionNegative40 labels in all, every segment counted; 2 of the 4 first choices count toward share, since the comparative and negative framings do not. The bar is one segment per label class, to scale within the framing.

What the models said for it

Verbatim evidence the judge attached to positive labels.

“Choose Zoho Analytics Premium at $145/month — it offers white-label embedding, AI-powered analytics” DeepSeek V4 Flash · Embedded analytics · budget prompt · alternative

“Transparent pricing, white-label, custom domains. Good for SMBs needing AI and multi-tenant support” Grok 4.20 · Embedded analytics · budget prompt · alternative

“can be the best value-oriented option for mid-market companies already in the Zoho ecosystem” Perplexity Sonar · Embedded analytics · direct prompt · alternative

“Affordable, flexible deployment (cloud/on-prem); balanced BI + embedding for B2B apps.” Grok 4.20 · Embedded analytics · direct prompt · alternative

And against it

Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.

No model argued against it.

Named alongside

The products named in the same answers as Zoho Analytics, over the 40 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Zoho Analytics was named but was not.

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ProductSame answerTook the first choice insteadHead to head

Metabase26 of 4013Not among the top eight

Luzmo23 of 405Not among the top eight

Sisense16 of 400Not among the top eight

Tableau15 of 400Not among the top eight

Looker14 of 400Not among the top eight

Power BI Embedded14 of 400Not among the top eight

ThoughtSpot Embedded13 of 402Not among the top eight

Draxlr11 of 405Not among the top eight

Reveal BI10 of 402Not among the top eight

Holistics9 of 400Not among the top eight

A head-to-head page exists where both products are among a category's top eight. The other rows are the same fact without a page behind them, so they link to the product instead.

What carried it into the answer

The sites and pages cited by the answers that named Zoho Analytics. A fact about retrieval, not a lever on the model.

Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 40 of the 40 answers that named Zoho Analytics and are not a share of its labels.

Domains cited

zoho.comYour site33

holistics.io31

luzmo.com24

omni.co20

peliqan.io19

querio.ai19

embeddable.com18

g2.com18

draxlr.com16

explo.co15

180 of the 213 domain citations in answers naming Zoho Analytics came from somebody else's page.

Pages cited

holistics.io/blog/best-embedded-analytics-tools29

zoho.com/analytics/insightshq/top-embedded-analytics-tools.html27

peliqan.io/blog/embedded-analytics-tools19

luzmo.com/blog/embedded-analytics-tools17

embeddable.com/blog/embedded-analytics-pricing-and-benefit-comparison16

omni.co/articles/best-embedded-analytics-tools-202615

cube.dev/articles/best-embedded-analytics-platforms-202614

explo.co/blog/embedded-analytics-platforms14

Pages are listed as the models cited them.

Search and answers

zoho.com ranks 4 on Google for the category's searches. In the answers, Zoho Analytics takes 0% of first choices and Metabase takes 22%.

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In search

Google, US estimates

Position for “embedded analytics platform”

Position for “embedded analytics platforms”

–

not in the top ten

Searches for its name, Google: 2,900 a month (“zoho analytics”)
AI search demand for its name, est.: 23 a month
Organic visits to its site: about 1,216,894 a month
Searches its site ranks for: 86,394 · 6,226 in the top three
Sites linking to it: 126,341
Paid Google search: 62 searches its ads show for, about 875 clicks and $51,031 a month (estimate)

Ads on GoogleDetailLess

119+ ads · 101 text, 9 image, 9 video · 119 shown in the last 30 days

First shown October 2021, as Zoho Corporation Pvt. Ltd., verified. Ads started 2025-10 to 2026-09: 20 in the year, 99 before. 1 more by other advertisers linking to it.

On Google's pages: 1 2 3 4

In answers

This edition

Share of first choices

rank 23 of 72 in embedded analytics

Segment leader

22%

Metabase

First choices: 2 across its categories
Named in: 40 answers
Its own site cited: in 40 of the answers that named it

Search figures are US estimates from DataForSEO, read September 28, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.

What it publishes

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Addresses on zoho.com

14,035

subdomains included

Content

1,218

counted in the table below

Documentation

4,053

Product · Integration

145 · 214

Kind	Pages	Last 90 days	Latest
Report or ebook	247	1	2026-09-09
Case study	196	undated
Template or tool	183	undated
Conference or event	170	undated
Blog	164	12	2026-09-28
Comparison	82	0	2015-12-11
Podcast or video	65	undated
News or press	44	undated
Glossary or explainer	35	0	2021-07-15
Webinar or virtual event	32	undated

Most recent

2026-09-28App spotlight kit extension for zoho crm blog
2026-09-28App spotlight benchmark email for zoho crm blog
2026-09-25Pro tips 4 tips to overcome data problems in your crm blog
2026-09-25Pdf editor blog
2026-09-24Introducing zoho agentinbox blog
2026-09-24Introducing zoho dap blog

How it is countedHide how it is counted

Every page zoho.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.

Follow Zoho Analytics

An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.

Already following? Everything you follow, with a stop for each.

The company

Zoho Analytics is its own company.

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In its own words

Stated by the vendor, not checked

Positioning: Cloud Business Intelligence (BI) Tool for 2026
zoho.com/analytics/cloud-bi.html
For: SMBs, Large Enterprises, Developers
zoho.com/analytics/cloud-bi.html
Price stated: Start your 15-day free trial. No credit card required zoho.com/analytics/cloud-bi.html
Starting price: 0 zoho.com/analytics/dashboards.html
Free plan or trial: 15-day free trial zoho.com/analytics/cloud-bi.html
Integrations claimed: 500 zoho.com/analytics/cloud-bi.html
Hosting: US data centerUS
Customers named: Versa CreativeLuxerOnePeri CRMAQUAGROUPGroup NishMoises Ochoa, Application Engineer, Cementos ProgresoDaniel Franey, Director and Shareholder, Courier Logistics LimitedFabrication Enterprises Inc
Not stated on the pages read: Certifications

What Zoho Analytics's own pages state, read September 28, 2026: zoho.com/analytics/cloud-bi.html, zoho.com/analytics/dashboards.html, zoho.com/analytics/zoho-sprints.html, zoho.com/analytics/bi-dashboard.html, zoho.com/analytics/zoho-commerce.html. A claimed page can correct any of them.

Is this your product?

Claim this page

Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Zoho Analytics's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Zoho Analytics, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.

What a new claim receivesHide what a new claim receives

A new claim receives the current edition's vendor brief for Zoho Analytics by email, built from the raw record of the edition. It shows:

where Zoho Analytics is named, by buyer and by framing, and which cells hold its first choices;
the claims the models make when they name it, ranked, with the strongest and the weakest quoted;
its vocabulary against the segment leader's, and the pages the models cited;
who was chosen in the answers that did not name Zoho Analytics, and every reason the record gives;
a battlecard for each top rival: the head-to-head split, why they win, and the reservation quoted against them;
one page of published figures cleared to show a buyer.